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#Agent management

10 tools curated for you

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Catch and fix AI failures before deployment by testing and debugging agents at scale Understand every decision your AI makes with complete visual access to agent logic Refine agent behavior with precision by observing operations in real-time Simulate complex scenarios to ensure predictable performance and minimize unexpected faults Increase the reliability of AI tools by illuminating model dynamics for advanced transparency

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Free

Deploy a complete AI workforce that codes, sells, and markets for you—by recruiting specialized AI agents for coding, sales, marketing, and operations roles. Keep every project moving forward without context loss—persistent memory ensures agent files, context, and learnings survive restarts so sessions never reset. Ship code faster with native terminal access and built-in version control—coding agents run commands and review PRs directly in the workspace. Generate more leads and close deals automatically—AI sales agents handle lead generation, follow-ups, and CRM management without manual effort. Publish content and schedule social posts on autopilot—marketing agents automate content creation, social media scheduling, and SEO optimization. Monitor every action your agents take in real time—all-in-one visual UI shows each step, not just the final output, giving full transparency. Scale your team securely with role-based access and audit logs—multi-user collaboration, private cloud, and SSO support enterprise workflows. Protect sensitive data with encryption, two-way sync, and real-time backup—agents operate in isolated drive sandboxes with strict permission controls. Process any file type including PDFs, videos, audio, images, PPTX, and DOCX with OCR—agents read and act on diverse media formats. Run multiple agents in parallel without dedicated hardware—cloud-native multitasking eliminates CLI setup and wasted API calls.

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Automate complex, long-running tasks from data analysis to video generation with a single agent framework that plans, reasons, and executes sequentially or in parallel. Build custom AI agents by adding your own skill files or using the built-in library, extending functionality for specific needs without starting from scratch. Work in a secure, isolated environment using the persistent sandbox with a full file system to read, write, and run commands like a real computer. Create diverse content and analysis outputs—webpages, explainer comic strips, podcast summaries, and videos from scenes—using a single, unified agent framework. Collaborate and shape the tool's evolution within an open-source, community-driven framework that welcomes contributions and innovative ideas.

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paid

Get a fully functional AI agent on your own dedicated server in 15 minutes, without touching Docker, Python, or environment debugging, because the entire deployment pipeline is handled for you. Switch between Claude, ChatGPT, DeepSeek V4, and GLM models anytime from your dashboard, giving you complete control over your AI agent's intelligence without reconfiguration. Interact with your private AI agent directly from Feishu, Telegram, WeChat, QQ, or Discord, eliminating the need to learn a new interface for AI chatbot messaging integration. Keep your API keys and sensitive configurations entirely on your dedicated server, never passing through a third-party platform, ensuring private AI agent deployment with maximum data security. Enjoy guaranteed CPU, RAM, and bandwidth with a dedicated VPS included in every plan, avoiding shared resource bottlenecks for consistent AI agent performance. Receive 24/7 uptime monitoring with automatic restarts on crashes, so your AI agent stays online without manual intervention for reliable AI agent uptime. Customize your private AI agent with pre-built skills and your preferred LLM model through a simple four-step setup, enabling rapid AI agent customization for your specific workflow. Track every step of your deployment in real time, from server provisioning to delivery, gaining full transparency into your AI agent deployment tracking process. Access one year of professional email support and continuously updated tutorials, ensuring you always have guidance for managing your self-hosted AI agent without technical skills.

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Free

Eliminate unauthorized AI agent actions by enforcing granular policies defined in YAML for every AWS action, git repository, and tool each agent can touch. Maintain a complete, queryable audit trail for every tool call, approval, and API request—streamable to any S3 bucket for compliance reporting. Prevent costly mistakes and data breaches by requiring human-in-the-loop approvals for risky operations, with instant notifications via Slack or Telegram. Keep AI agents running without interruption by automatically rerouting to a backup provider when the primary fails—zero code changes required. Control AI agent spending precisely with per-project token budgets, rate limiting, and spend alerts that show exactly what each agent costs. Accelerate agent deployment through integrated CI/CD, code review, and testing workflows that enforce code quality before release. Achieve full traceability and accountability for every human-AI collaboration, from access permission requests to invoice approvals, with every interaction logged. Orchestrate multiple AI agents seamlessly with agent-to-agent messaging, live session tracking, and a real-time dashboard showing each agent's current task. Connect any AI provider—Claude Code, Codex, and more—using API key or OAuth, with the flexibility to mix providers and set fallbacks in a single policy. Eliminate infrastructure overhead by relying on a fully managed platform that handles Postgres, Redis, uptime, backups, and upgrades—just use a URL and dashboard.

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Deploy production-ready AI agents instantly with Foundry's cloud-hosted, pre-configured instances and native nanopayment settlement Eliminate vendor lock-in by switching between 50+ AI models (GPT, Claude, Gemini) through a single unified endpoint Execute autonomous machine-to-machine transactions at machine speed using Circle Nanopayments or Machine Payments Protocol (MPP) Extend agent capabilities on demand with composable skills for search, data enrichment, social media, finance, and SaaS tool integration Generate code, perform reasoning tasks, and process multimodal inputs by routing requests to the optimal model via the unified gateway Integrate agents frictionlessly using the nanopayment-enabled API, comprehensive documentation, and agent discovery platform

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Deploy production-ready AI agents instantly with cloud-hosted instances pre-configured for workloads from day one, powered by the Foundry feature Access over 50 AI models including GPT, Claude, and Gemini through a single unified endpoint, eliminating the complexity of managing multiple integrations Extend agent capabilities on demand with pre-built composable skills for search, finance, social media, and SaaS tools, enabling specialized workflows without custom coding Enable autonomous machine-to-machine transactions at machine speed with nanopayment-enabled API endpoints, supporting Circle Nanopayments and MPP for per-call settlements Migrate and integrate AI agents frictionlessly across providers using a unified gateway, removing vendor lock-in and simplifying multi-model deployments Accelerate reasoning, code generation, and multimodal understanding tasks by routing requests to the optimal model through a single centralized access point Streamline agent onboarding with comprehensive tutorials, API documentation, and an agent discovery platform that provides integration guides and plugin manifests

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Free

Deploy your own AI agents in minutes using a single Docker image, eliminating complex setup and external cloud dependencies. Mix and match models from Claude, OpenAI, and Gemini within the same workflow, tailoring agent behavior to each task without vendor lock-in. Run agents entirely offline using local models through Ollama, ensuring data privacy and zero reliance on external API keys. Automate browser tasks, code reviews, and fault tolerance workflows with the built-in tool layer and bundled database for memory and search. Skip external database setup entirely—the platform includes a single bundled database for storage and search, streamlining deployment. Configure agent memory, model selection, and system settings through comprehensive documentation, enabling deep customization without guesswork.

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Free

Ship AI agents that automatically learn from mistakes and improve task accuracy over time, powered by continuous iteration and refinement with the Datasets Agent IDE Experiments framework. Catch production-critical errors before deployment by running large-scale simulations and synthetic data generation, preventing costly system breakdowns. Reduce AI agent development costs with built-in LLM Cost Calculator and Evaluation TCO Calculator, giving precise budget control from prototype to production. Maintain peak agent performance in production with real-time dashboards, tracing, and alerting systems that instantly flag issues via the Error Feed. Scale AI operations safely from startup to enterprise without learning through expensive failures, using robust testing and evaluation tools for every stage. Accelerate developer onboarding with comprehensive API references, SDK references, and integration guides that shorten the path from concept to deployment.

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Scale your AI operations without bottlenecks by running tasks in parallel with clear ownership and explicit handoffs, powered by Plasma AI's coordinated agent network. Eliminate redundant work and accelerate outcomes as each new task starts with your AI ecosystem's complete shared knowledge, not from scratch. Maintain full command over autonomous agents by setting boundaries before work begins and intervening in real-time when results need adjustment. Build a permanent, auditable record of every decision and result, linking outcomes directly to the work and choices that produced them. Manage complex, multi-step projects reliably by using Fractal's recursive agent loops to break down and organize intricate workflows without losing structure. Create a reusable, indexed knowledge base that all agents access and contribute to using Wiki tools, ensuring your team's intelligence grows with every operation.

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